What Are IBD Patients Talking About on Twitter?

被引:1
|
作者
Stemmer, Maya [1 ]
Parmet, Yisrael [1 ]
Ravid, Gilad [1 ]
机构
[1] Ben Gurion Univ Negev, POB 653, IL-8410501 Beer Sheva, Israel
关键词
Thematic analysis; Inflammatory Bowel Disease (IBD); Twitter; Natural Language Understanding (NLU); Sentiment analysis; INFLAMMATORY-BOWEL-DISEASE; ULCERATIVE-COLITIS; SOCIAL MEDIA; HEALTH; EXPERIENCES; BURDEN; IMPACT; PAIN;
D O I
10.1007/978-3-030-94209-0_18
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, social networking sites and online communities have served as alternate information sources for patients, who use social media to share health and treatment information, learn from each other's experiences, and provide social support. This research aimed to investigatewhat patientswith Inflammatory Bowel Disease (IBD) are talking about on Twitter and to learn from the experimental knowledge of living with the disease they share online. We collected tweets of 337 IBD patients who openly tweeted about their disease on Twitter and used the Natural Language Understanding (NLU) module by IBM Cloud to apply category classification and keywords extraction to their tweets. To evaluate the results, we suggested a method for sampling the general population of Twitter users and forming a control group. We found statistically significant differences between the thematic segmentations of the patients and those of random Twitter users. We identified keywords that patients frequently use in the contexts of health, fitness, or nutrition, and obtained their sentiment. The results of the research suggest that the personal information shared by IBD patients on Twitter can be used to understand better the disease and how it affects patients' lives. By leveraging posts describing patients' daily activities and how they influence their wellbeing, we can derive complementary knowledge about the disease that is based on the wisdom of the crowd.
引用
收藏
页码:206 / 220
页数:15
相关论文
共 50 条
  • [1] What are IBD Patients Talking About on Twitter? Using Natural Language Understanding to Investigate Patients’ Tweets
    Stemmer M.
    Parmet Y.
    Ravid G.
    [J]. SN Computer Science, 4 (4)
  • [2] STROKE RECOVERY - WHAT ARE PEOPLE TALKING ABOUT ON TWITTER?
    Gallacher, K.
    Petrie, D.
    Pennington, D.
    Quinn, T.
    [J]. INTERNATIONAL JOURNAL OF STROKE, 2021, 16 (3_SUPPL) : 42 - 42
  • [3] Diabetes: what are Italian Twitter users talking about?
    Ferretti, Stefano
    Furini, Marco
    Montangero, Manuela
    [J]. 2019 28TH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND NETWORKS (ICCCN), 2019,
  • [4] Stroke recovery-what are people talking about on Twitter? A content analysis
    Gallacher, Katie I.
    Petrie, Daniel
    McAdie, Diane Rasmussen
    McGuire, Paula
    Quinn, Terence J.
    [J]. DISABILITY AND REHABILITATION, 2024,
  • [5] That's what I'm talking about: Twitter as a promotional tool for political journalists
    Chacon, Genevieve
    Giasson, Thierry
    Brin, Colette
    [J]. POPULAR COMMUNICATION, 2018, 16 (04) : 276 - 292
  • [6] What are the Spanish journalists talking about on Twitter. Content and trends in the Spanish twittersphere
    Jaraba, Gabriel
    Tejedor, Santiago
    [J]. PROFESIONAL DE LA INFORMACION, 2020, 29 (01):
  • [7] Talking about talking about patients
    Sweetnam, A
    [J]. PSYCHOANALYTIC DIALOGUES, 2001, 11 (06) : 861 - 884
  • [8] Doctors Talking About Sexuality: What Are the Patients ' Feelings?
    Zeler, Arnaud
    Troadec, Catherine
    [J]. SEXUAL MEDICINE, 2020, 8 (04) : 599 - 607
  • [9] What linguists are talking about when talking about...
    Lobina, David J.
    [J]. LANGUAGE SCIENCES, 2014, 45 : 56 - 70
  • [10] What Patients Need to Know About Living With IBD
    不详
    [J]. CLINICAL GASTROENTEROLOGY AND HEPATOLOGY, 2020, 18 (04) : XX - XX